# The Tool-Overuse Illusion: Why AI Agents Get Dumber When They Reach for Help - Date: 2026-04-23 - Category: Artificial Intelligence Every AI agent deployed today was trained to get the right answer. None were trained to avoid unnecessary work. A new study puts a number on the cost: up to 14.5 percent accuracy loss on questions the model could have answered without calling a tool. ---